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This type of detailed peak demand forecast can be used in siting and sizing new infrastructure investments to prevent outages and improve reliability. Whether new capital investments be in traditional bulk systems components or distributed renewable energy resources, effective grid modernization will mitigate harmful environmental emissions, improve public health through better air quality, and reduce hazardous emergency response incidents that have resulted in numerous auto collisions and deaths [39].